{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import torch\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import torchvision.transforms as transforms\n",
    "sys.path.insert(0, './dinov2')\n",
    "device = \"cuda:0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dinov2_transform = transforms.Compose([\n",
    "    transforms.Resize(256, interpolation=transforms.InterpolationMode.BICUBIC),\n",
    "    transforms.CenterCrop(224),\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Original Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nickj/vit_register_neurons/./dinov2/dinov2/layers/swiglu_ffn.py:48: UserWarning: xFormers is disabled (SwiGLU)\n",
      "  warnings.warn(\"xFormers is disabled (SwiGLU)\")\n",
      "/home/nickj/vit_register_neurons/./dinov2/dinov2/layers/swiglu_ffn.py:54: UserWarning: xFormers is not available (SwiGLU)\n",
      "  warnings.warn(\"xFormers is not available (SwiGLU)\")\n",
      "/home/nickj/vit_register_neurons/./dinov2/dinov2/layers/attention.py:30: UserWarning: xFormers is disabled (Attention)\n",
      "  warnings.warn(\"xFormers is disabled (Attention)\")\n",
      "/home/nickj/vit_register_neurons/./dinov2/dinov2/layers/attention.py:34: UserWarning: xFormers is not available (Attention)\n",
      "  warnings.warn(\"xFormers is not available (Attention)\")\n",
      "/home/nickj/vit_register_neurons/./dinov2/dinov2/layers/block.py:36: UserWarning: xFormers is disabled (Block)\n",
      "  warnings.warn(\"xFormers is disabled (Block)\")\n",
      "/home/nickj/vit_register_neurons/./dinov2/dinov2/layers/block.py:41: UserWarning: xFormers is not available (Block)\n",
      "  warnings.warn(\"xFormers is not available (Block)\")\n"
     ]
    }
   ],
   "source": [
    "original_model = torch.hub.load('./', 'dinov2_vitl14', source = \"local\").cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 223.5, 223.5, -0.5)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "im = Image.open(\"images/shark.JPEG\").resize((224,224))\n",
    "plt.imshow(im)\n",
    "plt.suptitle(\"Input\", fontsize = 25)\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = dinov2_transform(im).unsqueeze(0).to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "attn_out = {}\n",
    "def hook_attn(module, input, output):\n",
    "    attn_out[-1] = output\n",
    "\n",
    "patch_out = {}\n",
    "def hook_patch(module, input, output):\n",
    "    patch_out[-1] = output\n",
    "\n",
    "attn_hook_handler = original_model._modules[\"blocks\"][-1].attn.post_softmax_identity.register_forward_hook(hook_attn)\n",
    "patch_hook_handler = original_model._modules[\"blocks\"][-1].register_forward_hook(hook_patch)\n",
    "\n",
    "_ = original_model(image)\n",
    "\n",
    "attn_hook_handler.remove()\n",
    "patch_hook_handler.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "attns = attn_out[-1]\n",
    "patches = patch_out[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 17 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "maps = attns[-1].float().squeeze(0).detach().cpu().numpy()\n",
    "fig, axes = plt.subplots(4, 4, figsize=(12, 10))\n",
    "axes = axes.flatten()\n",
    "\n",
    "# Find the global min and max for consistent color scaling\n",
    "vmin = maps[:, 0, 1:].min()\n",
    "vmax = maps[:, 0, 1:].max()\n",
    "\n",
    "for i in range(16):\n",
    "    im = axes[i].imshow(maps[i][0, 1:].reshape(16,16), vmin=vmin, vmax=vmax)\n",
    "    axes[i].axis('off')\n",
    "\n",
    "plt.suptitle(\"Last Layer CLS Attention Maps\", fontsize=25)\n",
    "\n",
    "\n",
    "plt.subplots_adjust(right=0.85)\n",
    "cbar_ax = fig.add_axes([0.87, 0.15, 0.03, 0.7])\n",
    "cbar = plt.colorbar(im, cax=cbar_ax)\n",
    "cbar.ax.tick_params(labelsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_map = attns[-1].float().squeeze(0).mean(0).detach().cpu().numpy()\n",
    "im = plt.imshow(mean_map[0, 1:].reshape(16,16))\n",
    "plt.suptitle(\"Mean CLS Attention Map\", fontsize = 25)\n",
    "plt.tight_layout()\n",
    "plt.axis(\"off\")\n",
    "plt.colorbar(im)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patch_norms = torch.norm(patch_out[-1].float().squeeze(0), dim=-1).detach().cpu().numpy()\n",
    "\n",
    "plt.axis('off')\n",
    "plt.suptitle(\"Output Patch Norm\", fontsize=25)\n",
    "\n",
    "im = plt.imshow(patch_norms[1:].reshape(16,16))\n",
    "plt.colorbar(im)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model with test-time register"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading: \"https://github.com/nickjiang2378/test-time-registers/zipball/main\" to /home/nickj/.cache/torch/hub/main.zip\n"
     ]
    }
   ],
   "source": [
    "model = torch.hub.load('./', 'dinov2_vitl14_tt_reg', source=\"local\").cuda()\n",
    "\n",
    "# Alternatively, you can load from github without installing our repo locally\n",
    "# model = torch.hub.load('nickjiang2378/test-time-registers', 'dinov2_vitl14_tt_reg', force_reload=True).cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "im = Image.open(\"images/shark.JPEG\").resize((224,224))\n",
    "plt.imshow(im)\n",
    "plt.suptitle(\"Input\", fontsize = 25)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "image = dinov2_transform(im).unsqueeze(0).to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "attn_out = {}\n",
    "def hook_attn(module, input, output):\n",
    "    attn_out[-1] = output\n",
    "\n",
    "patch_out = {}\n",
    "def hook_patch(module, input, output):\n",
    "    patch_out[-1] = output\n",
    "\n",
    "attn_hook_handler = model._modules[\"blocks\"][-1].attn.post_softmax_identity.register_forward_hook(hook_attn)\n",
    "patch_hook_handler = model._modules[\"blocks\"][-1].register_forward_hook(hook_patch)\n",
    "\n",
    "model.num_register_tokens = 1\n",
    "_ = model(image)\n",
    "\n",
    "attn_hook_handler.remove()\n",
    "patch_hook_handler.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "attns = attn_out[-1]\n",
    "patches = patch_out[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 17 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "maps = attns[-1].float().squeeze(0).detach().cpu().numpy()\n",
    "fig, axes = plt.subplots(4, 4, figsize=(12, 10))\n",
    "axes = axes.flatten()\n",
    "\n",
    "# Find the global min and max for consistent color scaling\n",
    "vmin = maps[:, 0, 1:-1].min()\n",
    "vmax = maps[:, 0, 1:-1].max()\n",
    "\n",
    "for i in range(16):\n",
    "    im = axes[i].imshow(maps[i][0, 1:-1].reshape(16,16), vmin=vmin, vmax=vmax)\n",
    "    axes[i].axis('off')\n",
    "\n",
    "plt.suptitle(\"Last Layer CLS Attention Maps\", fontsize=25)\n",
    "\n",
    "\n",
    "plt.subplots_adjust(right=0.85)\n",
    "cbar_ax = fig.add_axes([0.87, 0.15, 0.03, 0.7])\n",
    "cbar = plt.colorbar(im, cax=cbar_ax)\n",
    "cbar.ax.tick_params(labelsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_map = attns[-1].float().squeeze(0).mean(0).detach().cpu().numpy()\n",
    "im = plt.imshow(mean_map[0, 1:-1].reshape(16,16))\n",
    "plt.suptitle(\"Mean CLS Attention Map\", fontsize = 25)\n",
    "plt.tight_layout()\n",
    "plt.axis(\"off\")\n",
    "plt.colorbar(im)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patch_norms = torch.norm(patch_out[-1].float().squeeze(0), dim=-1).detach().cpu().numpy()\n",
    "\n",
    "plt.axis('off')\n",
    "plt.suptitle(\"Output Patch Norm\", fontsize=25)\n",
    "\n",
    "im = plt.imshow(patch_norms[1:-1].reshape(16,16))\n",
    "plt.colorbar(im)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "test_time_registers",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.17"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
